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Publication_types
9
ServiceNow IA recherche
9
Knowledge Hypergraphs: Prediction Beyond Binary Relations
Knowledge graphs store facts using relations between two entities. In this work, we address the question of link prediction in …
Bahare Fatemi
,
Perouz Taslakian
,
David Vazquez
,
David Poole
Women in Machine Learning (WiML), 2019.
Article
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Linear Mode Connectivity and the Lottery Ticket Hypothesis
We study whether a neural network optimizes to the same, linearly connected minimum under different samples of SGD noise (e.g., random …
Jonathan Frankle
,
Gintare Karolina Dziugaite
,
Daniel M. Roy
,
Michael Carbin
Women in Machine Learning (WiML), 2019.
Article
Citation
CLOSURE: Assessing Systematic Generalization of CLEVR models
The CLEVR dataset of natural-looking questions about 3D-rendered scenes has recently received much attention from the research …
Dzmitry Bahdanau
,
Harm de Vries
,
Timothy J. O'Donnell
,
Philippe Beaudoin
,
Yoshua Bengio
,
Aaron Courville
,
Shikhar Murty
Workshop at the Neural Information Processing Systems (NeurIPS), 2019.
Article
Citation
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Neocortical plasticity: an unsupervised cake but no free lunch
The fields of artificial intelligence and neuroscience have a long history of fertile bi-directional interactions. On the one hand, …
Eilif Muller
,
Philippe Beaudoin
Workshop at the Neural Information Processing Systems (NeurIPS), 2019.
Article
Citation
Objects of violence: synthetic data for practical ML in human rights investigations
We introduce a machine learning workflow to search for, identify, and meaningfully triage videos and images of munitions, weapons, and …
Lachlan Kermode
,
Jan Freyberg
,
Alican Akturk
,
Robert Trafford
,
Denis Kocetkov
,
Rafael Pardinas
,
Eyal Weizman
,
Julien Cornebise
Workshop at the Neural Information Processing Systems (NeurIPS), 2019.
Article
Citation
Retrieving Signals in the Frequency Domain with Deep Complex Extractors
Recent advances have made it possible to create deep complex-valued neural networks. Despite this progress, the potential power of …
Chiheb Trabelsi
,
Olexa Bilaniuk
,
Ousmane Amadou Dia
,
Ying Zhang
,
Mirco Ravanelli
,
Jonathan Binas
,
Negar Rostamzadeh
,
Christopher Pal
Workshop at the Neural Information Processing Systems (NeurIPS), 2019.
Article
Citation
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Tackling Climate Change with Machine Learning
Climate change is one of the greatest challenges facing humanity, and we, as machine learning experts, may wonder how we can help. Here …
David Rolnick
,
Priya L. Donti
,
Lynn H. Kaack
,
Kelly Kochanski
,
Alexandre Lacoste
,
Kris Sankaran
,
Andrew Slavin Ross
,
Nikola Milojevic-Dupont
,
Natasha Jaques
,
Anna Waldman-Brown
,
Alexandra Luccioni
,
Tegan Maharaj
,
S. Karthik Mukkavilli
,
Konrad P. Kording
,
Carla Gomes
,
Andrew Y. Ng
,
Demis Hassabis
,
John C. Platt
,
Felix Creutzig
,
Jennifer Chayes
,
Yoshua Bengio
,
Evan D. Sherwin
Workshop at the Neural Information Processing Systems (NeurIPS), 2019.
Article
Citation
Class-Based Styling: Real-time Localized Style Transfer with Semantic Segmentation
We propose a Class-Based Styling method (CBS) that can map different styles for different object classes in real-time. CBS achieves …
Lironne Kurzman
,
David Vazquez
,
Issam H. Laradji
Workshop at the International Conference on Computer Vision (ICCV), 2019.
Article
Citation
Code
Fourier-CPPNs for Image Synthesis
Compositional Pattern Producing Networks (CPPNs) are differentiable networks that independently map (x, y) pixel coordinates to (r, g, …
Mattie Tesfaldet
,
Xavier Snelgrove
,
David Vazquez
Workshop at the International Conference on Computer Vision (ICCV), 2019.
Article
Citation
Code
Information-Theoretic Generalization Bounds for SGLD via Data-Dependent Estimates
In this work, we improve upon the stepwise analysis of noisy iterative learning algorithms initiated by Pensia, Jog, and Loh (2018) and …
Jeffrey Negrea
,
Mahdi Haghifam
,
Gintare Karolina Dziugaite
,
Ashish Khisti
,
Daniel M. Roy
Workshop at the International Conference on Machine Learning (ICML), 2019.
Article
Citation
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